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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pymongo"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Article = pymongo.Connection().stock.Article"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import simhash "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c=simhash.Simhash(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=Article.find()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for i in Article.find().sort(\"title\").limit(30):\n",
      "    print i['title'],\n",
      "    print simhash.Simhash(i['body']).value"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=Article.find()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = {\n",
      "    1: u'How are you? I Am fine. blar blar blar blar blar Thanks.',\n",
      "    2: u'How are you i am fine. blar blar blar blar blar than',\n",
      "    3: u'This is simhash test.',\n",
      "}\n",
      "objs = [(str(k), simhash.Simhash(v)) for k, v in data.items()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for i in objs: print i[1].value"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "8440240427182201978\n",
        "8440240356449459322\n",
        "9984379969213434071\n"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "index = simhash.SimhashIndex(objs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 54
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "index.get_near_dups(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 61,
       "text": [
        "[]"
       ]
      }
     ],
     "prompt_number": 61
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=simhash.Simhash(u\"This is simhash test.a\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 60
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for item in Article.find():\n",
      "    body = item['body']\n",
      "    sim = simhash.Simhash(body).value\n",
      "    item['sim'] = str(sim)\n",
      "    Article.save(item)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 72
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import jieba"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 74
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=Article.find_one()['body']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 75
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import jieba.analyse"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 77
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for i in jieba.analyse.extract_tags(html2text(s)):print i"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\u884d\u751f\u54c1\n",
        "\u98ce\u9669\n",
        "\u6307\u6570\n",
        "\u91d1\u878d\n",
        "\u56de\u62a5\n",
        "\u5229\u7387\n",
        "\u7ba1\u7406\n",
        "\u8d44\u4ea7\n",
        "\u671f\u8d27\n",
        "\u5e02\u573a\n",
        "\u8d22\u5bcc\n",
        "\u6760\u6746\n",
        "\u6613\u76db\n",
        "\u671f\u6743\n",
        "\u9700\u8981\n",
        "\u4ea4\u6613\n",
        "\u7f8e\u56fd\n",
        "\u653f\u5e9c\n",
        "\u4eca\u5929\n",
        "\u6982\u5ff5\n"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import lxml"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 80
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def html2text(html): \n",
      "     tree = lxml.etree.fromstring(html, lxml.etree.HTMLParser())if  isinstance(html, basestring) else html \n",
      "     for skiptag in ('//script', '//iframe'): \n",
      "         for node in tree.xpath(skiptag): \n",
      "             node.getparent().remove(node) \n",
      "     return lxml.etree.tounicode(tree, method='text') "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 82
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import lxml.etree"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for item in Article.find():\n",
      "    body = item['body']\n",
      "    text = html2text(body)\n",
      "    top = jieba.analyse.extract_tags(text)\n",
      "    item['keyword'] = top\n",
      "    Article.save(item)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "all_keyword=[]\n",
      "for item in Article.find():\n",
      "    keyword = item['keyword']\n",
      "    all_keyword+=keyword"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 101
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from collections import Counter"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 104
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cou = Counter(all_keyword)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 105
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "<simhash.Simhash object at 0x12EDE730> is not JSON serializable",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-157-9f5322c8482d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mprint\u001b[0m \u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msa\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;32mC:\\Python27\\lib\\json\\__init__.pyc\u001b[0m in \u001b[0;36mdumps\u001b[1;34m(obj, skipkeys, ensure_ascii, check_circular, allow_nan, cls, indent, separators, encoding, default, sort_keys, **kw)\u001b[0m\n\u001b[0;32m    241\u001b[0m         \u001b[0mcls\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mindent\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mseparators\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[1;32mand\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    242\u001b[0m         encoding == 'utf-8' and default is None and not sort_keys and not kw):\n\u001b[1;32m--> 243\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_default_encoder\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    244\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    245\u001b[0m         \u001b[0mcls\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mJSONEncoder\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
        "\u001b[1;32mC:\\Python27\\lib\\json\\encoder.pyc\u001b[0m in \u001b[0;36mencode\u001b[1;34m(self, o)\u001b[0m\n\u001b[0;32m    205\u001b[0m         \u001b[1;31m# exceptions aren't as detailed.  The list call should be roughly\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    206\u001b[0m         \u001b[1;31m# equivalent to the PySequence_Fast that ''.join() would do.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 207\u001b[1;33m         \u001b[0mchunks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miterencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_one_shot\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    208\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    209\u001b[0m             \u001b[0mchunks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
        "\u001b[1;32mC:\\Python27\\lib\\json\\encoder.pyc\u001b[0m in \u001b[0;36miterencode\u001b[1;34m(self, o, _one_shot)\u001b[0m\n\u001b[0;32m    268\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkey_separator\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitem_separator\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort_keys\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    269\u001b[0m                 self.skipkeys, _one_shot)\n\u001b[1;32m--> 270\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_iterencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    271\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    272\u001b[0m def _make_iterencode(markers, _default, _encoder, _indent, _floatstr,\n",
        "\u001b[1;32mC:\\Python27\\lib\\json\\encoder.pyc\u001b[0m in \u001b[0;36mdefault\u001b[1;34m(self, o)\u001b[0m\n\u001b[0;32m    182\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    183\u001b[0m         \"\"\"\n\u001b[1;32m--> 184\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrepr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\" is not JSON serializable\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    185\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    186\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
        "\u001b[1;31mTypeError\u001b[0m: <simhash.Simhash object at 0x12EDE730> is not JSON serializable"
       ]
      }
     ],
     "prompt_number": 157
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for i in Article.find({\"keyword\":\"\u8dc3\u7136\u7eb8\u4e0a\"}) : print i['title'],i['url']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\u8010\u5fc3\u4f4e\u5438\u4e09\u7c7b\u80a1 http://stock.eastmoney.com/news/1412,20140515384479823.html\n",
        "\u5238\u5546\u80a1\u6740\u8dcc \u4e24\u5e02\u5feb\u901f\u4e0b\u632b\u6df1\u6210\u6307\u8dcc\u903e1% http://stock.eastmoney.com/news/1406,20140515384624873.html\n",
        "\u8010\u5fc3\u4f4e\u5438\u4e09\u7c7b\u80a1 http://stock.eastmoney.com/news/1406,20140515384479823.html\n",
        "\u8010\u5fc3\u4f4e\u5438\u4e09\u7c7b\u80a1 http://stock.eastmoney.com/news/1407,20140515384479823.html\n"
       ]
      }
     ],
     "prompt_number": 109
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "os.getcwd()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 113,
       "text": [
        "'Y:\\\\stock_project\\\\analyst'"
       ]
      }
     ],
     "prompt_number": 113
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sys.path.append(\"..\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 122
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=__import__(\"../suippet.py\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "ImportError",
       "evalue": "Import by filename is not supported.",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-115-2d3933eb69e6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m__import__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"../suippet.py\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;31mImportError\u001b[0m: Import by filename is not supported."
       ]
      }
     ],
     "prompt_number": 115
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import snippet"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 123
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "snippet.html2text"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=u'''\u6570\u636e\u7edf\u8ba1\u663e\u793a\uff0c\u8fd130\u65e5\u518516\u53ea\u94f6\u884c\u80a1(\u7533\u4e07\u4e00\u7ea7\u884c\u4e1a\u5206\u7c7b)\u5168\u90e8\u88ab\u673a\u6784\u770b\u597d\uff0c\u7ed9\u4e88\u201c\u589e\u6301\u201d\u6216\u201c\u4e70\u5165\u201d\u6295\u8d44\u8bc4\u7ea7\u3002\n",
      "\n",
      "\u3000\u3000\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5e73\u5b89\u94f6\u884c(\u884c\u60c5 \u80a1\u5427 \u4e70\u5356\u70b9)\u8fd130\u65e5\u5185\u670914\u5bb6\u673a\u6784\u7ed9\u4e88\u201c\u4e70\u5165\u201d\u8bc4\u7ea7\uff0c7\u5bb6\u7ed9\u4e88\u201c\u589e\u6301\u201d\u8bc4\u7ea7\u3002\u516c\u53f8\u662f\u5168\u56fd\u6027\u80a1\u4efd\u5236\u5546\u4e1a\u94f6\u884c\uff0c\u62e5\u670938\u5bb6\u5206\u884c\uff0c\u673a\u6784\u7f51\u70b9528\u5bb6\uff0c\u5728\u5317\u4eac\u3001\u9999\u6e2f\u8bbe\u6709\u4ee3\u8868\u5904\uff0c\u5e76\u4e0e\u5883\u5185\u5916\u4f17\u591a\u56fd\u5bb6\u548c\u5730\u533a\u903e2000\u5bb6\u94f6\u884c\u5efa\u7acb\u4e86\u4ee3\u7406\u884c\u5173\u7cfb\u3002\u516c\u53f8\u786e\u7acb\u4e86\u201c\u9762\u5411\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u9762\u5411\u8d38\u6613\u878d\u8d44\u201d\u53d1\u5c55\u6218\u7565\uff0c\u72ec\u521b\u7684\u201c\u7ebf\u4e0a\u4f9b\u5e94\u94fe\u91d1\u878d\u201d\u5728\u7ebf\u670d\u52a1\u5e73\u53f0\uff0c\u5728\u4e92\u8054\u7f51\u65f6\u4ee3\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\u7684\u670d\u52a1\u4f18\u52bf\u3002\n",
      "  '''\n",
      "\n",
      "sa= simhash.Simhash(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 134
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=u'''\u6570\u636e\u7edf\u8ba1\u663e\u793a\uff0c\u8fd130\u65e5\u518516\u53ea\u94f6\u884c\u80a1(\u7533\u4e07\u4e00\u7ea7\u884c\u4e1a\u5206\u7c7b)\u5168\u90e8\u88ab\u673a\u6784\u770b\u597d\uff0c\u7ed9\u4e88\u201c\u589e\u6301\u201d\u6216\u201c\u4e70\u5165\u201d\u6295\u8d44\u8bc4\u7ea7\u3002\n",
      "\n",
      "\u3000\u3000\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5e73\u5b89dasdasdas\u94f6\u884c(\u884c\u60c5 \u80a1\u5427 \u4e70\u5356\u70b9)\u8fd130\u65e5\u5185\u670914\u5bb6\u673a\u6784\u7ed9\u4e88\u201c\u4e70\u5165\u201d\u8bc4\u7ea7\uff0c7\u5bb6\u7ed9\u4e88\u201c\u589e\u6301\u201d\u8bc4\u7ea7\u3002\u516c\u53f8\u662f\u5168\u56fd\u6027\u80a1\u4efd\u5236\u5546\u4e1a\u94f6\u884c\uff0c\u62e5\u670938\u5bb6\u5206\u884c\uff0c\u673a\u6784\u7f51\u70b9528\u5bb6\uff0c\u5728\u5317\u4eac\u3001\u9999\u6e2f\u8bbe\u6709\u4ee3\u8868\u5904\uff0c\u5e76\u4e0e\u5883\u5185\u5916\u4f17\u591a\u56fd\u5bb6\u548c\u5730\u533a\u903e2000\u5bb6\u94f6\u884c\u5efa\u7acb\u4e86\u4ee3\u7406\u884c\u5173\u7cfb\u3002\u516c\u53f8\u786e\u7acb\u4e86\u201c\u9762\u5411\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u9762\u5411\u8d38\u6613\u878d\u8d44\u201d\u53d1\u5c55\u6218\u7565\uff0c\u72ec\u521b\u7684\u201c\u7ebf\u4e0a\u4f9b\u5e94\u94fe\u91d1\u878d\u201d\u5728\u7ebf\u670d\u52a1\u5e73\u53f0\uff0c\u5728\u4e92\u8054\u7f51\u65f6\u4ee3\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\u7684\u670d\u52a1\u4f18\u52bf\u3002\n",
      "  '''\n",
      "\n",
      "sb= simhash.Simhash(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 138
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sa.distance(sb)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 140,
       "text": [
        "10"
       ]
      }
     ],
     "prompt_number": 140
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sa.value=12677085740760190516L"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 150
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sa.distance(sb)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 158,
       "text": [
        "13"
       ]
      }
     ],
     "prompt_number": 158
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sc=simhash.Simhash()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "__init__() takes at least 2 arguments (1 given)",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-169-a37764e5d76d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msimhash\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSimhash\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;31mTypeError\u001b[0m: __init__() takes at least 2 arguments (1 given)"
       ]
      }
     ],
     "prompt_number": 169
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c=12677085740760190516L"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 171
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "bin(7721317932675755796L)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 225,
       "text": [
        "'0b110101100100111101000011100000000011110111111011110111100010100'"
       ]
      }
     ],
     "prompt_number": 225
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "bu = simhash.SimhashIndex({},k=50)\n",
      "for i in Article.find({},{\"title\":1,\"sim\":1}).limit(1000):\n",
      "    obj_id = i['title']\n",
      "    hash_int = simhash.Simhash(int(i['sim']))\n",
      "#     print hash_int.value?\n",
      "    bu.add( obj_id,hash_int)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 289
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s=u'''\n",
      "\u3000\u8fd1\u65e5\u53d1\u5e03\u7684\u4eca\u5e74\u7b2c\u4e00\u5b63\u5ea6\u201c\u661f\u5c55\u4eba\u6c11\u5e01\u52a8\u529b\u6307\u6570\u201d\u663e\u793a\uff0c\u6307\u6570\u7531\u4e0a\u4e00\u5b63\u5ea6\u768458.5\u4e0b\u8dcc\u81f357.6\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u4eba\u6c11\u5e01\u6c47\u7387\u8c03\u6574\u4ee5\u53ca\u4eba\u6c11\u5e01\u5728\u5cb8\u548c\u79bb\u5cb8\u5229\u5dee\u7f29\u5c0f\uff0c\u5bfc\u81f4\u9999\u6e2f\u4f01\u4e1a\u5bf9\u4eba\u6c11\u5e01\u7684\u9700\u6c42\u53ca\u4f7f\u7528\u91cf\u8f83\u4e0a\u4e00\u5b63\u5ea6\u6709\u6240\u6e1b\u5c11\uff0c\u4f46\u5927\u578b\u4f01\u4e1a\u4ecd\u70ed\u8877\u4e8e\u628a\u63e1\u79bb\u5cb8\u4eba\u6c11\u5e01\u5e02\u573a\u3002\n",
      "\n",
      "\u3000\u3000\u661f\u5c55\u7684\u8c03\u67e5\u8bbf\u95ee\u7ed3\u679c\u663e\u793a\uff0c\u4f7f\u7528\u4eba\u6c11\u5e01\u4ea7\u54c1\u7684\u516c\u53f8\u7684\u6bd4\u4f8b\u5728\u53bb\u5e74\u7684\u7b2c\u4e09\u5b63\u53ca\u7b2c\u56db\u5b63\u5747\u8fbe\u5230\u9ad8\u4f4d\uff0c\u5206\u522b\u4e3a38%\u548c34%\uff0c\u4f46\u5230\u4e862014\u5e74\u7b2c\u4e00\u5b63\u5219\u8dcc\u81f325%\u3002\u53e6\u5916\uff0c\u57282014\u5e74\u7b2c\u4e00\u5b63\u5ea6\uff0c\u53ea\u670924%\u7684\u53d7\u8bbf\u4f01\u4e1a\u8868\u793a\u76ee\u524d\u6b63\u4f7f\u7528\u6216\u5c06\u5728\u672a\u676512\u4e2a\u6708\u8003\u8651\u4f7f\u7528\u4eba\u6c11\u5e01\u4ed8\u6b3e\u548c\u5e94\u6536\u8d26\u6b3e\u670d\u52a1\uff0c\u800c\u4e0a\u4e00\u5b63\u5ea6\u8be5\u6bd4\u4f8b\u4e3a37%\u3002\n",
      "\n",
      "\u3000\u3000\u5c3d\u7ba1\u9999\u6e2f\u4f01\u4e1a\u5bf9\u4eba\u6c11\u5e01\u7684\u4f7f\u7528\u91cf\u51cf\u5c11\uff0c\u4f46\u5927\u578b\u4f01\u4e1a\u4ecd\u7136\u70ed\u8877\u628a\u63e1\u79bb\u5cb8\u4eba\u6c11\u5e01\u5e02\u573a\u3002\u6240\u6709\u53d7\u8bbf\u7684\u5927\u578b\u4f01\u4e1a\u8868\u793a\uff0c\u5728\u8fc7\u53bb12\u4e2a\u6708\u66fe\u63a5\u53d7\u4eba\u6c11\u5e01\u5ba2\u6237\u8ba2\u5355/\u53d1\u7968\u53ca\u8d38\u6613\u7ed3\u7b97\uff0c\u4ee5\u53ca\u670913%\u8868\u793a\u9884\u8ba1\u5728\u672a\u676512\u4e2a\u6708\u5c06\u8fdb\u4e00\u6b65\u589e\u52a0\u4f7f\u7528\u4eba\u6c11\u5e01\u3002\n",
      "\n",
      "\u3000\u3000\u661f\u5c55\u94f6\u884c(\u884c\u60c5 \u4e13\u533a)\u9999\u6e2f\u5206\u884c\u8463\u4e8b\u603b\u7ecf\u7406\u90d1\u601d\u796f\u8868\u793a\uff0c\u7531\u4e8e\u76ee\u524d\u5e02\u573a\u7f3a\u4e4f\u79bb\u5cb8\u4eba\u6c11\u5e01\u6295\u8d44\u9009\u62e9\uff0c\u5c06\u7ee7\u7eed\u63a8\u52a8\u4eba\u6c11\u5e01\u503a\u5238\u7684\u6bb7\u5207\u9700\u6c42\uff0c2014\u5e74\u79bb\u5cb8\u4eba\u6c11\u5e01\u503a\u5238\u53ef\u671b\u7ef4\u6301\u5f3a\u52bf\uff0c\u56e0\u5728\u5cb8\u6d41\u52a8\u8d44\u91d1\u4f9d\u7136\u4e0d\u8db3\uff0c\u52a0\u4e0a\u4eca\u5e74\u9884\u671f\u6709\u5927\u91cf\u7684\u70b9\u5fc3\u503a\u5238\u5230\u671f\u518d\u878d\u8d44\u3002\n",
      "\n",
      "\u3000\u3000\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u57282014\u5e74\u7b2c\u4e00\u5b63\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u4f01\u4e1a\u5f00\u59cb\u4f7f\u7528\u66f4\u5e7f\u6cdb\u3001\u590d\u6742\u7684\u4eba\u6c11\u5e01\u4ea7\u54c1\u3002\u5c3d\u7ba1\u57282013\u5e74\u7b2c\u4e09\u5b63\u53ea\u67090.5%\u7684\u4f01\u4e1a\u4f7f\u7528\u4eba\u6c11\u5e01\u6709\u671f\u8d37\u6b3e\uff0c\u4f46\u57282014\u5e74\u7b2c\u4e00\u5b63\uff0c\u4f7f\u7528\u7387\u5927\u5e45\u4e0a\u5347\u81f36%\u3002\u53e6\u5916\uff0c\u6ca1\u6709\u516c\u53f8\u57282013\u5e74\u7b2c\u4e09\u5b63\u53ca2013\u5e74\u7b2c\u56db\u5b63\u8d77\u8ba1\u7684\u8fc7\u53bb12\u4e2a\u6708\u5185\u6295\u8d44\u4efb\u4f55\u4eba\u6c11\u5e01\u8ba1\u4ef7\u7684\u80a1\u7968\uff0c\u4f46\u67093%\u8868\u793a\u57282014\u5e74\u7b2c\u4e00\u5b63\u6301\u6709\u4e0a\u8ff0\u6295\u8d44\u3002\u5bf9\u6b64\uff0c\u661f\u5c55\u94f6\u884c (\u9999\u6e2f) \u7ecf\u6d4e\u7814\u7a76\u90e8\u526f\u603b\u88c1\u53ca\u7ecf\u6d4e\u5e08\u5468\u6d2a\u793c\u8868\u793a\uff0c\u5982\u679c\u5e02\u573a\u81f4\u529b\u53d1\u5c55\u4eba\u6c11\u5e01\u4ea7\u54c1\u548c\u76f8\u5173\u91d1\u878d\u7ed3\u6784\u6027\u4ea7\u54c1\uff0c\u5c06\u6709\u52a9\u63d0\u9ad8\u4f01\u4e1a\u5bf9\u4ea7\u54c1\u7684\u9700\u6c42\u3002\n",
      "\n",
      "\u3000\u3000\u636e\u4ecb\u7ecd\uff0c\u201c\u661f\u5c55\u4eba\u6c11\u5e01\u52a8\u529b\u6307\u6570\u201d\u8ffd\u8e2a\u9999\u6e2f\u516c\u53f8\u4f7f\u7528\u548c\u63a5\u53d7\u4eba\u6c11\u5e01\u7684\u5b9e\u9645\u60c5\u51b5\uff0c\u4ee5\u53ca\u4f01\u4e1a\u5bf9\u672a\u6765\u91c7\u7eb3\u4eba\u6c11\u5e01\u7684\u89c2\u70b9\u3002\u76f8\u5173\u8c03\u67e5\u6309\u5b63\u5ea6\u8fdb\u884c\uff0c2014\u5e74\u7b2c\u4e00\u5b63\u5ea6\u7684\u8c03\u67e5\u5de5\u4f5c\u662f\u4ee5\u7535\u8bdd\u8bbf\u95ee\u7684\u5f62\u5f0f\u8fdb\u884c\uff0c\u5171\u8bbf\u95ee200\u591a\u5bb6\u9999\u6e2f\u516c\u53f8\u7684\u4f01\u4e1a\u96c7\u4e3b\u548c\u51b3\u7b56\u8005\u3002\n",
      "'''\n",
      "\n",
      "hash_int = simhash.Simhash(s)\n",
      "print hash_int.value\n",
      "# hash_int.value=16984474708400660144\n",
      "print hash_int.distance( simhash.Simhash(16984474708400660144))\n",
      "bu.k=20\n",
      "r=bu.get_near_dups(hash_int)\n",
      "pr(r)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING:root:Big bucket found. key:0:0, len(ret):559\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING:root:Big bucket found. key:1:a, len(ret):373\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "18415352786881533600\n",
        "11\n",
        "set([u'8ba6e0d2eaf369b4,\\u673a\\u68b0\\u677f\\u5757\\u5c0f\\u5e45\\u4e0b\\u8dcc0.33%  \\u5e38\\u6797\\u80a1\\u4efd\\u9006\\u52bf\\u4e0a\\u6da8', u'8a86fbc01a634dd4,\\u552f\\u54c1\\u4f1a\\u4e1a\\u7ee9\\u4e5f\\u75af\\u72c2 \\u5f53\\u5f53\\u7f51\\u6253\\u7834\\u4e8f\\u635f\\u9b54\\u5492', u'baa4f5c02afb51b2,\\u62db\\u5546\\u8bc1\\u5238\\uff1a\\u6e2f\\u80a1\\u5927\\u5e02\\u6216\\u521b\\u65b0\\u4f4e\\u540e\\u7b51\\u5e95', u'cbaef9f02af35ff0,121\\u5bb6\\u516c\\u53f8\\u5c06\\u5206\\u7ea2 \\u4ebf\\u5143\\u5927\\u5355\\u8ffd\\u636722\\u53ea\\u9ad8\\u9001\\u8f6c\\u80a1', u'c8aee8f066f56570,\\u5168\\u7403\\u98df\\u7cd6\\u5e93\\u5b58\\u62d0\\u70b9\\u6216\\u73b0 \\u7cd6\\u4e1a\\u80a1\\u8fce\\u5e03\\u5c40\\u826f\\u673a(\\u9644\\u80a1)', u'4ae6e0540af1dfb4,\\u6269\\u5bb9\\u538b\\u529b\\u96c6\\u4e2d\\u6765\\u88ad \\u6caa\\u6df1\\u80a1\\u6307\\u53cc\\u53cc\\u4e0b\\u632b', u'a0fdeec17a498b14,15\\u65e5\\u4eba\\u6c11\\u5e01\\u5373\\u671f\\u6c47\\u7387\\u5f00\\u76d8\\u62a56.2247 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u'81e5e5e01ed95334,\\u6b27\\u94f6\\u964d\\u606f\\u9884\\u671f\\u63a8\\u5347\\u5168\\u7403\\u503a\\u5e02 \\u7f8e\\u503a\\u5347\\u81f3\\u534a\\u5e74\\u9ad8\\u4f4d', u'caaed8e02a53df38,\\u7279\\u9ad8\\u538b\\u7834\\u51b02000\\u4ebf\\u5e02\\u573a\\u6398\\u91d1 5\\u80a1\\u9955\\u992e\\u76db\\u5bb4', u'a2b5e5001afbbd3a,\\u9694\\u591c\\u5168\\u7403\\u5e02\\u573a\\u7eb5\\u89c8\\uff1a\\u9053\\u6307\\u6536\\u8dcc1% \\u954d\\u4ef7\\u5927\\u8dcc6.4%', u'8ae6ede07af759b4,\\u623f\\u5730\\u4ea7\\u884c\\u4e1a\\uff1a\\u4ece\\u91cf\\u53d8\\u5230\\u8d28\\u53d8', u'cbaef9f06af74db0,\\u5468\\u4e00\\u5c55\\u671b\\uff1a\\u91cd\\u70b9\\u5e03\\u5c40\\u5341\\u5927\\u677f\\u5757\\u4f18\\u8d28\\u80a1', u'aba4a5d002ffd994,\\u6caa\\u6df1\\u4e24\\u5e02\\u5468\\u56db\\u4f4e\\u5f00 \\u5e02\\u573a\\u8d70\\u5f3a\\u6216\\u5f85\\u6301\\u7eed\\u6027\\u70ed\\u70b9\\u51fa\\u73b0', u'caa6f9f02ad35f70,5\\u5927\\u5238\\u5546\\u5468\\u4e94\\u770b\\u597d6\\u677f\\u575740\\u80a1', 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        "set([])\n",
        "set([])\n",
        "set([])\n",
        "set([])\n",
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u'c8a2f1e032d25d7c,\\u4eca\\u65e5\\u4e24\\u5e02\\u6e38\\u8d44\\u91cd\\u70b9\\u5173\\u6ce8\\u768430\\u53ea\\u4e2a\\u80a1(5/15)', u'd8a6f1e032d25d7c,\\u65e9\\u76d8\\u8d85\\u7ea7\\u8d44\\u91d1\\u589e\\u4ed3\\u7684\\u524d30\\u53ea\\u4e2a\\u80a1', u'4c3295c632d25d3e,\\u80a1\\u6307\\u671f\\u8d27\\u6210\\u4ea4\\u6301\\u4ed3\\u9f99\\u864e\\u699c(05/15)', u'dda2b584b2da49a8,\\u8bc1\\u76d1\\u4f1a\\u518d\\u53d18\\u5bb6IPO\\u9884\\u62ab\\u9732\\u540d\\u5355 \\u603b\\u6570\\u8fbe336\\u5bb6', u'c8a6b5c032d25f7c,\\u6210\\u4ea4\\u91cf\\u7a81\\u589e\\u524d\\u5341\\u53ea\\u4e2a\\u80a1 (\\u622a\\u6b625.14)', u'ac7291e2b2da553c,\\u4e09\\u677f\\u80a1\\u7968\\u884c\\u60c5\\u52a8\\u6001(5/15)\\uff08\\u4e00\\uff09', u'c8aef1e032d25d38,\\u660e\\u65e537\\u53ea\\u4e2a\\u80a1\\u9664\\u6743\\u9664\\u606f \\u5173\\u6ce8\\u9ad8\\u9001\\u8f6c\\u9ad8\\u589e\\u957f\\u80a1', u'c7295c232d0543e,\\u4e3b\\u529b\\u8d44\\u91d1\\u51c0\\u6d41\\u5165\\u6700\\u591a10\\u80a1(5/16)', u'd8e2e1e032d25d7c,\\u4eca\\u65e5\\u4e24\\u5e02\\u6e38\\u8d44\\u5f00\\u59cb\\u64a4\\u9000\\u768430\\u53ea\\u4e2a\\u80a1(5/15)', u'c8a6d1e232d25f38,\\u673a\\u6784\\u6700\\u65b0\\u4e70\\u5165\\u8bc4\\u7ea7\\u4e2a\\u80a1\\u63ed\\u79d8 \\u4e24\\u53ea\\u4e2a\\u80a1\\u5c06\\u7ffb\\u500d', u'd8a2f1e032d25d7c,\\u4eca\\u65e5\\u4ee4\\u6563\\u6237\\u8d44\\u91d1\\u60ca\\u614c\\u5931\\u63aa\\u768430\\u53ea\\u4e2a\\u80a1(5/15)', u'cca2c1c032d25f3c,\\u6301\\u7eed\\u7f29\\u91cf\\u524d\\u5341\\u53ea\\u4e2a\\u80a1\\u5e02\\u573a\\u8868\\u73b0(\\u622a\\u6b625.15)', u'c8a6f16032d25d3c,\\u6301\\u7eed\\u653e\\u91cf\\u524d\\u5341\\u53ea\\u4e2a\\u80a1\\u5e02\\u573a\\u8868\\u73b0(\\u622a\\u6b625.14)', u'c0ee2df33266dff9,\\u56db\\u65b9\\u8fbe\\u53d6\\u5f972\\u9879\\u4e13\\u52291\\u9879\\u8f6f\\u4ef6\\u8457\\u4f5c\\u6743', u'239c430abc0e0b7e,\\u201c\\u6253\\u5de5\\u7687\\u5e1d\\u201d\\u970d\\u5efa\\u5b81\\u53cd\\u5bf9\\u5411\\u5357\\u65b9\\u7535\\u7f51\\u4e70\\u7535', u'daeefd6432d24dbc,\\u6df1\\u5e02\\u5927\\u5b97\\u4ea4\\u6613\\u4fe1\\u606f(05/15)', u'29b12c72184ac9dd,\\u6fb3\\u6d32\\u80a1\\u5e02\\u6536\\u5e02\\u4e0a\\u6da80.26% \\u81f3\\u4e24\\u5468\\u6536\\u76d8\\u9ad8\\u4f4d', u'289cc74112826b56,\\u56db\\u5ddd\\u519c\\u6751\\u571f\\u5730\\u627f\\u5305\\u7ecf\\u8425\\u6743\\u786e\\u6743\\u767b\\u8bb0\\u5168\\u9762\\u542f\\u52a8', u'cbaae9f82af4cbb8,\\u822a\\u7a7a\\u677f\\u5757\\u76d8\\u4e2d\\u5f3a\\u52bf\\u62c9\\u5347 \\u6d2a\\u90fd\\u822a\\u7a7a\\u9886\\u6da8', u'c98f40d03aea8c44,\\u4f20\\u878d\\u521b\\u4e2d\\u56fd\\u610f\\u6b32\\u6536\\u8d2d\\u7eff\\u57ce\\u4e2d\\u56fd \\u53cc\\u53cc\\u505c\\u724c'])\n",
        "set([])\n",
        "set([])\n",
        "set([])\n",
        "set([])\n",
        "[\n",
        "  \"\u667a\u6167\u57ce\u5e02\u8bba\u575b\u5012\u8ba1\u65f6 15\u80a1\u9762\u4e34\u91cd\u5927\u673a\u9047\", \n",
        "  \"\u4e00\u5b63\u5ea6\u6e2f\u4f01\u5bf9\u4eba\u6c11\u5e01\u9700\u6c42\u53ca\u4f7f\u7528\u73af\u6bd4\u51cf\u5c11\", \n",
        "  \"8\u53ea\u80a1\u7968\u83ab\u540d\u8df3\u6c34 \u81ea\u7136\u4eba\u80a1\u4e1c\u633a\u624e\u773c\"\n",
        "]\n"
       ]
      }
     ],
     "prompt_number": 288
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hash_int.distance( simhash.Simhash(16984474708400660144))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 252,
       "text": [
        "11"
       ]
      }
     ],
     "prompt_number": 252
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(simhash)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 285,
       "text": [
        "<module 'simhash' from 'C:\\Python27\\lib\\site-packages\\simhash\\__init__.py'>"
       ]
      }
     ],
     "prompt_number": 285
    }
   ],
   "metadata": {}
  }
 ]
}